{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Generating data in RL4CO\n",
    "\n",
    "RL4CO allows for easily generating data from different distributions for CO problems\n",
    "\n",
    "<a href=\"https://colab.research.google.com/github/ai4co/rl4co/blob/main/examples/other/3-data-generator-distributions.ipynb\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"></a>\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Generating different distributions for TSP"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/botu/anaconda3/envs/rl4co/lib/python3.11/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
      "  from .autonotebook import tqdm as notebook_tqdm\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0.98, 'TSP with 100 locations, uniform distribution')"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x300 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from rl4co.envs.routing import TSPEnv, TSPGenerator\n",
    "from rl4co.envs.common.distribution_utils import Cluster, Mix_Distribution, Mix_Multi_Distributions, Gaussian_Mixture, Mixed\n",
    "\n",
    "# Instantiate the environment and generator\n",
    "generator = TSPGenerator(num_loc=100)\n",
    "env = TSPEnv(generator=generator)\n",
    "\n",
    "# Simple plot\n",
    "fig, axs = plt.subplots(1, 3, figsize=(10, 3))\n",
    "td = env.generator(3) # generate 3 instances\n",
    "for i in range(3):\n",
    "    axs[i].scatter(td[\"locs\"][i][:, 0], td[\"locs\"][i][:, 1])\n",
    "    axs[i].set_xticks([]); axs[i].set_yticks([])\n",
    "fig.suptitle(\"TSP with 100 locations, uniform distribution\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Generating data with different sizes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0.98, 'TSP with 1000 locations, uniform distribution')"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x300 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "generator = TSPGenerator(num_loc=1000)\n",
    "env.generator = generator\n",
    "\n",
    "fig, axs = plt.subplots(1, 3, figsize=(10, 3))\n",
    "td = env.generator(3) # generate 3 instances\n",
    "for i in range(3):\n",
    "    axs[i].scatter(td[\"locs\"][i][:, 0], td[\"locs\"][i][:, 1])\n",
    "    axs[i].set_xticks([]); axs[i].set_yticks([])\n",
    "fig.suptitle(\"TSP with 1000 locations, uniform distribution\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Changing distribution of the data to normal distribution. We can pass the arguments to it by using `loc_` + distribution name as well as its keyword arguments, including here the `mean` and `std` of the normal distribution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0.98, 'TSP with 100 locations, normal distribution')"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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RKJ5//vmE52RlZWHs2LEYO3YsRo4ciVNOOUXotXv06IE+ffpg7dq1qKyshKZpGDp0KEaOHIlPP/0UH3/8MdatW4dhw4bZqtTjRgWksrIytLS0YO/evQmPHzt2DPX19bHKWyUlJcjNzUVtbW2719Afk12ly4x169Zh8uTJyMvLw2OPPYbly5dj5cqVuPrqq9vNZDnF6PeKf/8zzzwT27dvx9KlSzFixAi8/PLLGDFiBO655x5H39cso6DR6L1EjmHevHm47bbbMGrUKDz33HN4/fXXsXLlSpx11lkpF3A7ScbvYDawTpYcmBntdSNS/EEmJ84nInIWAw0iD/Xt2xedO3dO2Um2Sk+TWrduHQYOHIiOHTvi3HPPRXFxMVasWIHNmzdj1KhRaV8j0yZ6bhg4cCAA4B//+EfC4//4xz/Q2toa+/doNIqzzz673fMA4M0330Tfvn3RsWNHU+/dq1evWPpZvA8++CD270DbyO/27dvbLb6O9/LLLyMvLw+vv/46rrvuOkyYMAFjx45N+VzR711//+RjPHbsGHbt2hX7d7MKCwvxjW98A0uWLMEnn3yCiRMnxhboOkX0u3bSn/70J1x00UVYvHgxpk2bhosvvhhjx461vOlcr169sGPHjnaPp/qcqWT6HWRfn8nHunPnTrS2tsYWkeszB8nfR/KMg9ljU+G3JyJnMdAgcsGbb76Jpqamdo9v2rQJ9fX1QikVokaOHImamhq89NJLsVSqaDSKYcOG4aGHHsLx48czrs8oKCgA0L5j4aYxY8agpKQkVgFL9/jjj6OgoAATJ06MPTZ16lS89dZbCcHG9u3bsXr1alx55ZWm3/uSSy7Bpk2bUFlZGXusqakJTz75JHr37h3Lf7/iiiuwb98+LFy4sN1r6KOsWVlZiEQiCaO/NTU1KXcALywsFPrOx44di5ycHDzyyCMJo7mLFy9GQ0NDwncjqr6+PuG/c3JyUF5eDk3T0gZSdol+107KyspqNyr+xz/+Ebt377b0epdccgk2btyITZs2xR77/PPP281cpiLyOxQWFgKQd33qZYB1v/nNbwC07UUDtJXg7tq1a0JFO6CtvHIyM8emwm9PRM7ihn1ELnj22Wfx/PPP47LLLsOgQYOQk5OD999/H0899RTy8vJw5513SnsvPYjYvn17wkZ1o0aNwt/+9jfk5uYm7DeRSn5+PsrLy/HSSy/hjDPOQElJCSoqKlBRUWH7+D7++ONYmV89MLj33nsBtI1gfvvb344dw9y5czFz5kxceeWV+NrXvoZ169bhueeew3333YeSkpLYa86YMQOLFi3CxIkTcfvttyM7OxsPPfQQunfvjh//+Memj/EnP/kJXnzxRUyYMAE//OEPUVJSgt///vfYtWsXXn755Vja2Xe+8x0888wzuO2227Bp0yaMHDkSTU1NWLVqFWbMmIEpU6Zg4sSJeOihhzB+/HhcffXV2Lt3Lx599FGcdtpp2Lp1a8L7Dho0CKtWrYptytinTx98+ctfbnd83bp1w09/+lPMmTMH48ePx+TJk7F9+3Y89thjuPDCC1NuGpnJxRdfjNLSUgwfPhzdu3fH+++/j4ULF2LixIkJM0KRSASjR4/G3//+d9PvkYrod+2kSZMm4ec//zmuvfZaDBs2DO+++y6ef/75jGuijPznf/4nnn32WYwfPx633HILCgsL8eSTT6JXr17tfvNkIr/DoEGDAAB33XUXpk2bhuzsbHz961+PdfLN2rVrFyZPnozx48ejsrISzz33HK6++uqEdVzf//738cADD+D73/8+LrjgAqxduzblZptmjk2F356IHOZJrSuiAEpXqnXr1q3aHXfcoZ1//vlaSUmJdtJJJ2llZWXalVdeqW3evDnhuXp5WztOPvlkDYD22WefxR5bv369BkAbOXJku+cnl7fVNE174403tEGDBmk5OTkJJSyNjk8vlZmJXqoy1f/iy3zqnnzySa1///5aTk6O1q9fP23BggUJpWN1n376qTZ16lStqKhI69ChgzZp0iRtx44dGY9H09qX3dQ0TauurtamTp2qderUScvLy9MGDx6svfbaa+3+9vDhw9pdd92l9enTR8vOztZKS0u1qVOnatXV1bHnLF68WDv99NO13NxcbcCAAdqSJUtSfl8ffPCBNmrUKC0/P18DEDum5PK2uoULF2oDBgzQsrOzte7du2s33XSTduDAgYTnjB49OmW51OTf/IknntBGjRqldenSRcvNzdX69eun3XHHHVpDQ0PsOYcOHdIAxEoLp9OrVy9t4sSJ7R5PLueqaWLftX7e/PGPf0z5WVKdk0afPfnYmpubtR//+MdaWVmZlp+frw0fPlyrrKxsd6yi5W01re2aHz16tJaXl6f17NlTmzt3rrZ48eKM5W1FfgdN07S5c+dqPXv21KLRaMJrAtBmzpyZ8piA1OVtt23bpk2dOlXr2LGj1rlzZ+3mm2/Wjhw5kvC3hw8f1r73ve9pxcXFWseOHbWrrrpK27t3b8oy2EbHZvU6M/rtzfweROSNiKZxFRUREWW2fPlyTJo0Ce+88w7OPvtsrw+HiIgUx3lJIiISsmbNGkybNo1BBhERCeGMBhERERERSccZDSIiIiIiko6BBhERERERScdAg4iIiIiIpGOgQURERERE0jHQICIiIiIi6RhoEBERERGRdAw0iIiIiIhIOgYaREREREQkHQMNIiIiIiKSjoEGERERERFJx0CDiIiIiIikY6BBRERERETSnSTypNbWVuzZswcdO3ZEJBJx+piIKA1N03Do0CH06NED0ah/xgrYjhCpgW0IEdkl2o4IBRp79uzBqaeeKu3giMi+Tz/9FKeccorXhyGM7QiRWtiGEJFdmdoRoUCjY8eOsRcrKiqSc2REZEljYyNOPfXU2HXpF2xHiNTANoSI7BJtR4QCDX2KsqioiBc3kSL8ljrAdoRILWxDiMiuTO2If5IziYiIiIjINxhoEBERERGRdEKpU0REpL6WVg2bdu3H3kPNOLljHgb3KUFW1F/pMUTkLbYjJBMDDZKOjRSR+1ZU1WLOX7ehtqE59lhZcR7u+Xo5xleUeXhkROQXbEdINgYaJBUbKSL3raiqxU3PbYaW9HhdQzNuem4zHv/W+bz+iCgttiPkBK7RIGn0Rio+yABONFIrqmo9OjKi4Gpp1TDnr9vadQ4AxB6b89dtaGlN9QwiIrYj5BwGGiQFGykib2zatb9dcB9PA1Db0IxNu/a7d1BE5CtsR8gpDDRICjZSRN7Ye8j4urPyPCIKH7Yj5BQGGiQFGykib5zcMU/q84gofNiOkFMYaJAUbKSIvDG4TwnKivNgVNctgraCDIP7lLh5WETkI2xHyCkMNEgKNlJE3siKRnDP18sBoN31p//3PV8vZ4lpIjLEdoScwkCDpGAjReSd8RVlePxb56O0OHHGsLQ4T7gkZUurhsrqery6ZTcqq+tZuIEoZGS0I0TJuI8GSaM3Usn7aJRyHw0ix42vKMO48lJLm2Vy/xsiAuy1I0SpMNAgqdhIEXknKxrB0H5dTP0NN+kionhW2hEiIww0SDo2UkT+kGn/mwja9r8ZV17KwQIiIjKNazQEMX+ZiIKG+98QEZGTOKMhwG7+ckurxlQiIlIO978hIiInMdDIwG7+MhdZEpGquP8NERE5ialTaWTKXwba8peN0qj0ICU5NUEPUlZU1co9YCIiE7j/DREROYmBRhp28pftBilERE7j/jdEROQkBhpp2Mlf5iJLIvIDbtJFRERO4RqNNOzkL3ORJRH5hYz9b1j0gsgZvLb8ib9bGwYaaej5y3UNzSlToCJoG/VLlb/MRZby8GIlcp6d/W9Y9ILIGby2/Im/2wlMnUrDTv4yF1nKsaKqFiPmr8b0RRtxy9ItmL5oI0bMX82F9ESKYNELImfw2vIn/m6JGGhkYDV/mYss7ePFSqQ2Fr0gcgavLX/i79YeU6cEWM1f1oOU5Omz0pBOn5mR6WKNoO1iHVdeymCNAsNvaYJmil5YTcsiCiNeW2JUazP5u7XHQEOQ1fxlGYssw4gXK4WNH3N6WfSCyBm8tjJTsc3k79YeAw0X2FlkGVa8WClM9DTB5Bm82oZm3PjcZnxveG+MLS9VbpCCRS+InMFrKz2jNlNPrZZdmlt05oS/W3sMNCTwYupOtelC2XixUlikSxPULd5Qg8UbajwfrUtmpzIfERnjtWXM7dRqMzMn/N3aY6Bhk9EJePfEcnQuzMHeQ83o2iEX0IB9TUelBAUqThfKxouVwiJTmmA8p0brrNKLXtz03GZEgIRrlUUviKzjtWXMzdRqszMn/N3aY6BhQ7p0hxkvbDb8OztBgdvThV7hxUpW+HGmz0z6n4qFEFj0gsgZvLZScyu12urMCX+3RAw0LBJJdzBiNSgIWyUmXqxkhl9n+sym/6lUCEEP7I7+uxW/mnouEAH2/UvOzC0RsaBMKm6lVovOnCxY+SGGn9Y14Xfh73YCAw2LzKQ7JLMaFISxEhMvVhLh55m+TGmCRrwuhJAusAtK+0OkAj8WlHFydvlA09GMz4lGxJ6Xjmgbu3DNTixcs7PdwJYffzcncMM+i+oa7d3k44OCTFpaNVRW1+NvghvUed0BkU2/WKcM7Imh/bowyKAEft8gKd3mnul4WQiBm2kSkZEVVbUYMX81pi/aiFuWbsH0RRsxYv5qKe1CS6uGucvez/i8Vg2Y+cLbtt7TbBtby/YvJQYaFqyoqsXc196T8lqZgoL4C/aZyo+FXpOVmChMzMz0qWpceSluHXsGivOzMz43graZA68KIfg9sCMi5zg9CGE2m8ROW6TPNpsZANJsvmcQMdAwSb+I9jcdl/J66YICowvWiNcdECIv+H3PFX0wYcGqD3HwSFu7UpCTBaD9DIcKhRCCENgRkXxuDEKYLZ5hpy2yOtvM9i8RAw0T7CwAT5YpKDD7Xip0QIi84Oc9V4wGE44cawEAFBckznCUFud5vt7E74EdETnDjUEIK+24nbZIL0pTWmzufesajlh+z6DhYnAT7CwAjycSFJh9L1ZiorDy654rIlXk8k6K4vnvf1mpSk5+DuyIzHBiQbMfSnBbPUY3BiGsFM+w2xbFF6V56a1P8OctezL+zf6mY7beM0gYaJggenFcM6wXXn/vM8NAQSQoEH2v7wzthQkVZUo2VkRu8OueKyKjf3WNRxGNRDBlYE/3DiwDvwZ2RGY4US7bDyW47RyjG4MQ8e19JjLbIr0oTV1js1CgUdIh1/Z7BgUDDRNEL46vnVWGuyedFRsRsLIzuOh7TagoY/k0Cj0/7rni1xQkvwZ2RKKcKJfthxLcdo/RrUEIo/Y++b0A+W1RaZFY30z0eWHAQMMEMxeR3frJHDUkMsdve674OQXJj4EdkQgnNsb1w2a7Mo7RzUGI+PZ+5bY6/HnLnoR0pe5FuZg++Es4+u9WVFbXZ7wXiKaLiezNwaI8iRhomODmRcRRQyLz/LRBkt8HE/wW2BGJcGJjXD9stmvlGFN1zt0chNDb+6H9uuCuieWxY6nZdxgvbvoEC1btiD03XfqXaLqY6B4ed09k3yweAw2T3LyIOGpIFFxBGEzwU2BHJMKJlEY/pEmaPcZMnXO3ByH0tmhFVS1+vepD4fQvM+liokV6Ohfm2Pw0wcJAwwI3LyKOGhIFFwcTiNTiREqjH9IkzRyjaOfc7UEIs+lfZp/vh4BRRQw0LHJzJI+jhkTB5cRggh9KaBKpyImURj+kSYoe46BenTH6l2uUXG9iNv3L7PP9EDCqiIEGKYEdIwqzTIMJZq4PP5TQDCu2c+pzIqXRD2mSosf4z48PKLvexOyMg9nn+yFgVBEDDfIcO0ZExsxcH34ooRlWbOf8w4mURj+kSYoc46tbdgu9lhfpQ2ZnHMw+3w8Bo4oYaJCn2DEiMmbm+vBDCc2wYjvnP06kNPphzWWmY1Q5fcjsjIOVGQo/BIyqYaBBnmHHiMiY2evDDyU0w4jtnH85sT7SyzWXoql76Y5R1fQh/bNNqCjFUxtqhGYcrM5Q+CFgVAkDDfKMzI4Rc58paMxeH36qiBKm65UBIKlAVuqeiulDqT5bJAJocQdnNONgdYaCRXrEMdAgz8jqGDH3mYLI7PWhckpDvLBdr34KACmYZKfuqZQ+ZPTZWr944HvDe2NseWnawQzOUDiLgQZ5xkzHyGgElLnPFFRmAwdVUxrihfF69UsASMHkVOqeCp3zdJ8NaPtsy6vqcKfATt0yZyjCNGMrgoEGeUa0Y3Sg6ShGzF/dbgT07onlmLuMuc9BFuYG22zgoGJKQ7ywrlXwQwBIweVk6p4b6UPp7gEqpiWGbcZWhLRAI8wdArJGpGM0+dwyzHzh7ZQjoDNe2Jz29Zn77G9hb7BFro+7J5YntLvjykuVSWlIpmKnwA2qB4AUbKqm7on0GTPdA1T7bGGcsRUhJdAIe4eA2hMNPNPlemaasRDF3Gf/YYPdJt31MfncMsxdlrrdXT9rjHIDP6p1CtykUk47+Z+ZgV0VU/dE+owi9wCVPltYZ2xF2A402CGgZGYDT6Ncz0wjoKKY++wvbLATpbo+DjQdNZzpU7XdValT4AUVctrJ/8zeX1VL3RPpM44rLxW6B/y/Oy5S5rOFdcZWRNTOH2fqEABtJ0NLq5nxZ/IzvRFJvuD0RmRFVW3Kv9NzPacM7Imh/bogKxqxPbIZQVsDbNTItLRqqKyux6tbdqOyup7nqSLMNNiqcPpcir8+Bvcpwdxl7/uu3dU7PEbd6kzXaxCkaueIRFm5v+qpewDaXXtup+6J9hk3VtcL3QP++fEBZT5bmGdsM7E1o8EIzjtOr4mx8vqyR6LNjGyazX1mup+6/NZgu30umWl39ZlBFUbQuVaByDo791dVUvdE267Kj/YJvd7eQ82YMrCnEp8t7DO26dgKNPzWIQgKpzs2Vl9fduA5uE8JSotyUdd4NOW/69Oid088E3OXvS/cyDDdT20yG2ynA3IvziXR9nTVtjrc9octSgXTqnR4iPzG7v1VhdQ98b6g2DHp9wAVPptqKWoqsRVoMIJzn9MdGzuvLzvwXLmtDs3/bk35b/EjoOMryvC1ijKhRob5/+qT1WA7HZB7dS6JtqeLN9S0e0yFYFqFTgGR38i4v3q9m7Vo2zW0Xxe8vPn/TN0DvP5snLE1ZmuNBnNu3eX0mhi7ry8z8NQDnoOHj6f89+KC7ITOkmjusx/z/8NGRk6x1bVCZnh1Lom0u0ZfjfbF/+585V288rZ3a5O4VoHInCAM7Ir2GYf07eLK2gvZa+v0GdvS4sTfoLQ4T2hwJ6jrRm3NaDCCc5fTa2Lsvr6skehMu30CQH52FsaVl6Z9nVSY7ucPdlJs3Jpp8OpcytTuagC0DPen/U3H8aOXtgDwPp2KiDILQmqOmT6j02mWTs14W52xDfK6UVszGoD9CI7EOd2xsfv6sqpbiJS1tTpSHIRRobAYX1GG9bPG4MXrh+DhaQPx4vVDsH7WmIxtilszDV6eS+na3euG9zb1WjJneYjIGSpVj7LDTJ/R6j0ASD874PSMt9kZWzdm4L0kZcM+5ty6w+mOjYzXlzEK4WRAFYRRoTCxknfr1kyD1+dSuv1nnkqxPsMI1yYR+UNQiimY6TNauQekmx0Q3aPDrbYwDOtGpQQagPcLcfzGSjUckY5N96JctGoaXt2y23TAJ6vjZDfwdDKgYrpf8Lk10+DmuWTUXqRqdzNdx6mwFDmRPwRlYNepPmOmgja3jj1DqW0ZwrBNhLRAg8RZzcUTyc1u/ncrvvm7N029rujrA+IdJzuNiNMjxUEZFaLU3JxpcONcMttepLuOM+HaJCI1OV2qOwhEZgeWvLFL6LXcagvDsG6UgYYFdi54u+VpjTo2xQXZOHj4eLsqTWbLWarQCXdjpDgoo0LUntuzVk6eS1bbC6PrOBOuTSJSjx8XCsf3k7oW5gIRYN+/jjp6rxWZHTCqZJmsZt9hSUeVXhjWjUY0LVN9EqCxsRHFxcVoaGhAUVGRG8elhFQBxcptdZYv+JZWDSPmrza8EPSR1vWzxgjtwh1/Ef/4j++grtH+66Z6ff2zA3C1Y+7HxtUNfr0e3T5uv58/MtoL/TquaziCucvex4GmY2lnecy0EWSPlyPUbEP8w2iwQT9TVCy6k6rtjedUO/zqlt24ZemWjM/Lz47iyPHUe3TpylxqD/V2PtMMvIpts+j16OiMhp+n+lJdKJ2+mDVIJjprIDMXLz41qbK63jDIMPu6Rl6vqm23+7bTnTbOOpAdfj9/ZLQX8e1Efk4W1yYpwu9BMLnDjwuFjQKjeE5tHCo66i+STurWugjV1o060W93LNDwc0NqdKEYTbmJXvBO5eLJft1MoxE6N3YZZpEBssPP54/s61qFtEiynz5L4eG3hcIie2ABzgVJg/uUoKQwB/ubjqV9XnOG2QydW+siVGmbneq3OxJo+LkhFb1Qkolc8E7l4jmxI7fI51d1RIXIL9KNHjnRXvh9lsfv/DhCTd7x20JhkT2wdE4ESVnRCC4d2MNUee903FwX4XXb7GS/XXqg4feG1MyFkkq6C96pajhu7sidTLURFSK/yDR65FR74edZHr/z2wg1ectvC4WtBDyyg6Rx5aVCgUZJYU7GNWtu76flVdvsdL/d9s7gydzalTeddDtCZmL3pE93wTu1s6ebO3Ib8XpExc5vTuQ2kZ1gg7ITMJ3gtxFq8pY+2GB0hUfQNjihygazVgIemUFSS6uGVk1Dp/xsw+fo39m9Uypi/53874B6bauTfRyn++3SZzS8bkjt5phZPenNbGbnRC6emztypyJ7RMXMgiQ/rwei8Dn271bc+cq7QqNHquTukhx+G6Emb6m2UDiTwX1K0Ck/GwePiJWQlRkkiawtjf/OxleU4fGoP9rWVJ+tpDAHlw7sgXHlpbZTrJzut0sPNLxsSGXkmFnZVdfsBe9ULp5bO3LHc2KK0Uzg4Of1QBQ+K6pqcecrVdjfZHwjTk6fcSN3188VAv3Ezc0kKRj8NNiQFY3g2uF9sGDVh0LPlxUkia4tTf7OvF4XIcLos+1vOoanNtTgqQ01tgdWne63Sw80vGpIZeWYiey+nVzm1soF71QunpM7cidzYkQlU+Dw6NXnoXNhbmz/kNl/8e96IAoXM4UWgMTRIydzdzkj6B6/jVCTGvzQIdbdPOY0LHljV9qN8aIRYOF0OYOAImtLOxVk49Hp52NIvy7tvjOV16yJrputtTmw6nS/XXqg4VVDKnORXaYRBL9c8CKSRzLvnliOmS+0/+1SEQ2wREdLMwWLAHDzi29DNDWRCytJFW3pUlWmCi24kT7DGUH3+WmEmtShcoc4XlY0ggcuPxs3PrfZ8DkLp5+HS86Rc56LrC09ePg4otGI7/ppZtfNWh1Ydbrf7kh5Wy8aUidqzqcLKPxwwWdiNJJ5w6g++Ms7te0ev3tiOToX5ggHWC2tGhau3oElG2oScjaNRktFLior65+4sDIcVE3/aUuXejdtulQ8t9Jn/F4h0M/8NEJNZEZLq4bi/BxcN7w3/rxlT8KeFk7MlHq9LthJZo7Z7sCqk/12xzbsc7shdSLHzC8jCFakG8l8cu2uhBQlK7/diqpa/OS/3zW1k7pTDQEXVgafquk/ZtOldG6kzzhZalXVoE8lQb6/UDilXrScjcsG9sRYC4uWRdqRIBdYsHLMdvpRTvXbHQs0AHcbUi6yEycykjl32ftYP2uMpRMsU+fKaLRUdkPA3zwcVE3/sbIvTUlhNuZddrYrx+vUSODyrXvws1cTF7yrEPQRkXOM2uEDTcfx1IYaXGhhsFJk8CjIfT8rxYns9qOc6LdL30fDK6w5L6alVcPTG3Y5VjNZtHOV6j0y1Qw3g7+5P5mtFS6yrmfOX7d5sq+K2fzaLoU52PjTsa51xp0YCbx/+TbMeOHtdmli+mLFFVW1po4xGffLIVKP7HZYZJ8hXZD7fuk+WzLV9lSJ5+iMhtuCushOVhqCSJ3peMkjmSLHYbZzlVxZx2hBkll+/83DyEr6k8o7LZuZCYgAuO+yCuSc5M7YT/zGVkY1782OBC7fWosn1u4y/HcN9tZ8qJoeRxR2MtthK2vHgtr3A4w/WzzVA6pABRpA8BbZybq5WskVjx/JzHQcehDyN5MjlsmjpUYXVTRivBA8AqB7US4evGog9v3rqO9/8zCymv7k1kJAK8G+6ExAl8Ic3HdZhWs3Q7MbW8V/TqPvoaVVw89ercr43laDPlXT44hIbjtsNWgJWt8vXvxnW7WtDq9s2Z0wa6x6QBW4QAMIziI7WTdXK7ni0QhwoOmo0HGkqlIlwmiaL1WDcaDpGGa+0FYuL1XptdmTz8Lw07qaen9Sg53qR24sBLQa7B9oOpY2QAba1mRU/vSrrs1kWN3YSv9bo++hOD8nobpMOmaDPlbHInKPk4MqIs+zE7QEpe+Xiv7ZhvbrgjsnllsOqLwo1BHIQCMIZN5czaYzAW2do5kvvI1H0bYwPF3uZbp0iXTSTfOlajAejwZzajTs7Ey7O70Q0Gqwv6KqFjNfSN+hjwC4d0oF/vnxAVcafTsbW2X6Hq4b3lv4OMwGfSqnxxEFidVBFZntcJCrSMliJqCKDyxq9h3Gi5s+QV2ju+mnDDQUZeXmahSp2kkbSa4eI0Ongmw8cLn5yjrjykvRMTcblR/tA9B2oQ3p236nT/IXuyNYTm00JBrsjxnQPSFYGNSrc8YOfTQCfG9EH8xd9r5raw6sbmwl8j28smW30DGUFGabDvqCXCefSBV2MihktsN2gxaW1j5BJE3WjfRTBhqSyD65zd5c041EWI38NUBqkNGpIBvXDuuDm8ecZvq7SfX5Xt78f5zNCAC7I1hOLQQUDfaH3P+/CWlDJYWZ04haNWDRuvYzgU42+lY77CLfw/6m40Kf+94pFUJrPuJxhJMoNVn9DhkZFLLaYTtBCwtGnCCaJutG+ikDDQmcOLnN3FwzjUQ8evX5pmsxy/Sdob0woaLMVrUsLgQNLhnT7k4sBBTtmCd3rkXXKqTiZKNvtcMu+j1cOrAHlmyoMWxj/mNUH1xyTo/Yf8uqkw+0zZTUNTajsro+1COYFB4y+x2y0hNltcNWghb2E04wuy7X6fTTwOyj4ZXlW/fgRsF6z2Zk2lNCr5mcLk1Df2zusm24e+KZsb8zq6Qwx9beFr1KChwbaQG82yeB5JBVB13PW50ysCeG9rOfUufVCLmdfWzSEW1TkgM60e9hXHkpHv9W26BGvC6FOXjs6vPx00vKY4/JqpOv2990HD96aQumL9qIEfNX296vg0hlZq4fETLTE2W1w+MryrB+1hi8eP0QPDxtIF68fgjWzxqTMlhgPyGRlXW5gHPppww0bFi+tRY3v/h2yn+ze3KLdr7++fEBoZGIzoW5ePxb56M0qROQrg3QOx73TqlIexyZzF32vuWbv5mRFvIvfQQr+fwsLc7zbCRK5gaSVshu9K0GdGYClFSdg013jcUl55z4/ax0CozOj1TsDvIQqcyJTrWq6YmZghZ9A88FKz9kPyGO1XuHU78vU6csWlFVixlflFs1Ync6SmT68FXBRZh7DzVjysCeKcrGHsXMF96OHa8uvuMxvqLMsOLT5HPL8OQXVafSNWtWpy+5EDQ8VKuDLnMDSZ2Z13Gi0beSkmA2ZzpTRRQZdfLrGo5g7rL3U6apseQtWeWHhcROVGFzunqfE8xuQAyEp59g5d4RjQCDenV24GgYaFiijyiIsnNyZ+p8mR2JSF02NpKx4zG+ogxjBnTHs5U1+Hj/YfQqKcC3h/ZGzklRnPelzhkveKs3f1VHWsgZqtVBN+qYlxRmCxVKSH5eaXEe7p54JuYue9+zm7qVgE7mgnsZdfIrq+vTroVhyVsyyy8LiZ0YfHOyep8TrGxADAA7PjukxDoupwNakXVtyVo14J8fH3CkvWSgYYHZ/De7neB0nS+3FtKmaoR/t35XrBEeV16Kpzfswtxl7xu+T1hGWihYUl0fg3p1xuhfrsl4Xv6/Oy5KuU9GNBrx9KZuJaCTNeMkY/CAM50kk58WEjs1+OZU9T7ZrGxArFu4phoL11R7GkC6EdBanY13qr1koGGBmR/DaPdrWWSNRKTreIg2wl075gods8ojLX6YOif3pbo+RM7LnJOiKa8rv9zUk6X6HsxeMzIGDzjTSbL4bed5JwffVEtfTcXqQud4XgWQbga0RveYdLhGQyFmfgw3phvNdFrMdgrMNMJ+H2nxy9Q5meNU8Gj3vPTDTT2dllYNC1fvwJINNTh45ER6WKZrRsbgAWc6SRa/7Tzv9OCbaumryWSMunsRQHoR0Or3mI0f1WPm85sT2ul4TreXDDQsEMl/i0aAhdPPc62DajX9Se8UGP2tmUbYzyMtfpo6J3Gyg8fkoGVceamt8zLdTV3l2bUVVbX4yX+/i4OH29+4RK4Zu0Ga33LKSV1+TMOTMfimcvuSjuhA5aUDe+DPW/YY/rvbAaRXAW1WNILhp3XFA1ecjZue2xx7L50b7SUDDQtE8t8WTj8/oaSjW8dlJf3pxuc2o1NBdkKnQe+MHf13q9B77z3U7NuRFr9NnZMY2cGjmzNeKs+uZVqIaWYnYTtBml/Tz0gtfk3Ds3P9qNy+ZCI6oDn6jG5pAw3dym11rgQaXge0XraXDDQsMvrR3LhYZac/AWg3Mql3xm4de4bQMemNsMjJrNpIit+mzikz2cGjmzNeKs+uiS7EFL1m7A4e+D39jLwnkqHQqSAbra0aWlo1pc4tK9ePyu2LCNEBzeL8HKHXe2pDTWwPICepENB61V4y0LDBix/NykiElcVTemds6VufoLQoF581HhVOh0r3vag4kuL1SAPJJxo8Llj5IYaf1jXtdSsSqN/5yrsYM6A7ck6ytweqyHvd9UqVlPeywmxb4sY1o3pOOalNJEPh4OHj+ObiNz2/VyVzcs2lSgFVMtEBzbLivIztlROfOdXvosq6Mi/aSwYaNrn5o1kdibB6s9c7Yz8aezp+vWqHqXSoVN+LqiMpbo80qDajE0Si5/zCNTuxcM3OtB0Ikc71/qbjGHL//2LeZRW2zmGR96pvOoYh96/CvMvOtlXowQqzbYmZa4bXBXlFtEKP1/eqeE4MOhrNRKp4bWYa6NUDyBufc3Zj5WTpfpewritjoOETdkYi7HaQe3ctlLLwTNWRFH2kwagBljnSoOKMThCZPefTdSBEO9f7m47Z7oSIv9fxhPdy67wy872aKe3N64JksdopFqnQ4/W9Suf0oGP881S+NjMN9I6vKMP3hvfG4g01GV9LxuyryO8SxnVlDDR8ws46Aiu7RMY7uWMehvbrYitNTOV1EFnRCCafW4Yn1u4yfI6MkQZVZ3SCaHCfEpQW5aGuUezmka4DYTZosdIJ0TtHOz47ZPq9Wls1zHzhbVfOKzNtieg1w+uCZLHbKc6KRhCNRAzLgALer9lzY9BRf14Qrs2x5aVCgYbdAVnR32X9rDGhW1fmfpIvCWlp1VBZXY9Xt+xGZXW9cIcpVVSuTyECJ6bozDjQdCz2OoP7lODkjnnYe6itoW1pFQtdVF4HsaKqFk+mCTJuGNXHdmMqkns/56/bhL9PSi8rGsH0wV8y9TfxHYh4euda5Noxeo10VlTVYsT81Zi+aCMWrqk2fbw/e7XK9nmV3N4YPV+kLelUkI3fCnZAeF2QLHqnOHlAS+8Ur6iqFXodle9VgLlBu2SZ2rIITsxEBuXaNPOZ7TDzu+gzMVMG9sTQfl0CHWQAnNFQUqpRmZLCbKG/NYrKjXJQi/NPQsORf6d9zbnLtuFrFaVYua3O8miRChUXUslURScC4C/v1OI/x5+JrGjE8rS8yjM6QdW7a4Glv0vuQMQvFrX6GkYylYoVsb/J3uir2VFgo7akU0E2rh3WBzePOS0QM53kHzJTc1W9V+lE25a6xmZUVte3u1eJrhOorK4PxLXp1p47qgeoXmKgoRijjke6zgQgto4g1eKpVk3DN3/3ZtrXrm1oxsLVO/DrVTssT6GqUnEhmZmOTsORY5YDLTZC7rPaEUj1d3rn+s5X3s14LYq+t2ipWBmMziurqRGyKu7xuiAZZAasqt6rdKLt2tzX3ktoq+LvVSLrBIJ0bbqxh4TqAaqXGGgoRLTjYScqT1489eqW3ULHtmRDja3RIlV38hVtJFdtq8NTKb4D0UCLjZD7zK5NytSBGF9RhjEDumPI/f+L/V+kE5p9jXhWyk4nv1dJYQ7qDY4lXqrzyu4osIyKe7wuSAaZnWJV71U60XYteUAk+V6VaaAgaNem09sRqB6geolrNBQi2vHoXJi4EU1pcZ7lRVmijYTo4rh09FGF0uLE9ywuyMatY8/AuPJSoWORSfTzv7Jlt61cVbfyROkEM2uTRDsQOSdFMe+yCkRSvKboa+jrIf4mmDOeztwpFZbPKzu53rLwuiAZZHeKje5Vdu61sqRr19K1c8n3qkzrBAb3KUGnAuOUbT9em06ujRD5XYJavjYTzmgoRHRU5u6JZ6K0OD9jVC6ynkAkCi8uyG63c7jV49dHFRau3oElG2pw8MhxHDx8HAtWfYilb33ieok3kc+fadRYZFpe9VGyoDKaMo9GgPi40MwUup1p+FTrIayIRoDrR/bBJeeUIRqFpfNKhdQIXhckgxOjySrvOm/UBsm4V+lWbqtLe9/XwGszWbp7w90Tz0Rxfg5e3bJbqXPJDQw0FCI62lJanJ+xkRBd4Clyo792WB8sWPVhxuPqWpgrdPwrt9XZWu8hk8jnnzKwB56SUIfbjTxRai9Vh2FQr87458cHLHcgrHRClm/dgxkvvC38HhG0LbA+kOJm36oBT67dhfO+1NnyeaVKagSvC7LLqYBV5V3nU7VBdQ1H8KM/vJPxbzNVsdTTKtPpXJDtSRaC6lL9LgeajmHuMjX3InFDRNO0jOnLjY2NKC4uRkNDA4qKitw4rlBqadUwYv7qjKMy62eNsdSh0f8iVUc+XWAyrrw07XHpSovyMHty+gtH/4yZNsfL9BllS/f5t9cdwoJVOzK+xovXDxG6KdndZdWv16Nfj1uG5VtrcfOLmyFaCVI/G9LNJiZfK/HnVdfCXCAC7PvXUcNzTFZ7I4uKuw8HlV+vxUzHrfLmcm6orK7H9EUbMz6vpDAb8y472/A7EX0d0XueWUFqC4wKbqTrj/mFaDsSqhkN1U9eGaMybR2a1KOm6RZ4ZhqhNTqueJ81Zp6RULWcpdHnB4DZf3kv49+byVVVeZSM5FtRVYsZL4iXxgXaOvjTLvxS2pnE5GtFP69WVNXi9j+9I2U2083UCF4XZJfK6U5uMLNQXMYO4qL7e5kRhGBR72vWNRzB3GXvSym77GehCTT8cvLazf/O1KFJ15FPd6PXj2v2X95DXeNRw9fOdOGokBduJNXnb9ssMfXnjTftwi8FuqEga0RSEOJ9Z2gvTKgow+A+JXht6x6hv4m/VsyWq2XaEgVNmAPWdIMHqdjdQXzua+8hPzsqrZ0Iwk7kZtbh+WUvErtCEWg4dfI6NUNiZVTGbIfGSkd+fEUZOuZlp913I9OFo0peuCjR78nq5nAUbGZL2E6oKItdN2avFavlasM+CkwUJCf2/KkyLMMNpL9Xy5oZMUPmpotesboBqx/2IrEj8IGGUyev0zMkZkdlzHZorHbk9/0r8+g+YHzh+K3WtN8CI1KLmRtIcvqd2WvFalqi6imlRGTO+IoyHDnWIrQwPFUbZWZmRIOcAEDVtGpRdjZgDXr/IfD7aDhRK16PWpNfV58hWSGhPr5Zdjo0ZtjtePut1jTr/JMdZm4gyee92WvFSlriiqpajJi/GtMXbcQtS7dg+qKNGDF/tSdtGBHJU1qcL/Q8ozZKnxlJ3rcrFRn77aicVi3CygasYek/BD7QkH3yZpoh0QDc9UoVjv27VfgYZbDaodE3D3t1y25UVten3XQOkNPxVnkzpGR+C4xILZmuF6BtT4zHrj4v5Xlv5loRbQN2fHYIldX1WL5VvQETIpJD1r36rgkDhN6vruGI+YOM07WDWHl80ee5zWwAFKb+Q+BTp2SnvohErfVNxzDk/lVpy8fJJpJTGY0AC6ef6NBYSf+SVanGT3nhXDBLVugpSRMqSvHUhhrDFISF08/HJecYn0Oi14poXvXCNdVYuKYa0Ujq45GRD810LCJniF5bsu7VB49k3qwXQNr1IEJEc46s5Ca5wGz6U5j6D4EPNGSvCRCNWmUukhIhklMZ36Gxs0BeVsfbbnUQNzszfgqMyHupgvjkay1+d+9MRK4VsxVn0k1eiuRDG11/fqnwR+Q3Zq8tGffqEsEZBNHnGVn9wWdCz9vXJLZOVAYzfQyRgZ6SwmzcPekslBaFq/8Q+EBDdq14s1Grm1USjBqV5IZIxgJ5rzveXnRmwlw2kcSJVh5J3t1bBqM2wCqjgRWj62/yuWV4cu0uX5enJFKR1cFBu/fq0iKxPo/o81JZUVWLxRtqhJ7rVuqU2T6GSF/TzSwXlQQ+0ADkpr6IpicA3lRJEGlUZFV38KrjHYRa2xRMViqPyB6MiG8DNuzch4Vrdlp+rVQDK+muvyfW7kr5On4pT0mkIruDg3bu1XqfJ12fwc6CZrOl+d1InbIT1DHNur1QBBqAvBH4+KhVlNtVEjI1Kk4skHdrZiMItbYpuMxWHnFqMEJvA+y0PSUF2RjUq3PCY5muv3RUL09phOtNyGteln5N7vOkGqmfduGX8NrWPZauD7NtptOpU3b7GF5ne6goNIEGIG8EXnRDHJ1qNZJlLpBPN70o82LTb/Ybdn7u61rb5D43O4pWO/ZODUbYaXv2Hz6OwfNW4YHLT0z3WynhmEzV8pSpcL0JqcDr0q9GI/WdCrKhAViw6sPYY2avD7PH7HR/SkZQxzTrRKEKNGQaX1GGMQO6Y8j9q7C/KXVVBtU2n9PJWiCfbnrxxuc2o1NBNg4ePvHdWL1Bp7rZZ+Knzgw5x+2OotWboFM3T5FUz3QLxw8ePo4bn9uM336RKiDjupLxWd0IHpmiSapQYeNYfaR+Y3U9Kj/ah+rPm/C3qrp2zzN7fZg5Zjf2nPA6qHObG21pKAMNWV9szklRzLvs7LRTiirWSJaxQF4khSI+yACs3aBFF9YmU20WidznRUfRzBouwJnBiOT27e6JZ2LmC2+nvNY1AMX52RlLWM7+y3sYV15q67qS8VlbWjUsXL0TSzbsSjhm2cEjUzRJJbKrZ1q1cltdxkE/s9eHaJsZgbX+lNn+ngpBnVvcGogL/IZ9yWTvhOunzefi2T1uKykUeiMy56/bMm4MCFhbWBuWnTYpPZFAWPQ8NCPdBo/JnBiMSNW+zV32Pm4Y1afdtd69KBdTz+8pVCe/rvEoNu3aj0G9OsPKocr4rCuqajHo3pVYsOrDdscse5NBM+kTRE5TYeNYfeBG5L5v5voQaTM7F2Rb6k9Z6e/J2OjQD4x+Tyc2bA3VjIZTI5x+Xfxj57itThuaWUNhNphReRaJ3OXl4kmjfOZoJHHvCtmVSNK1b0+u3YVHrz4fnQtzsPdQM2r2HcaLmz7BnzbvFn79vYea8c+PD6Tdf0NXUpidkFJq97OuqKrFjWkKcMieZQhb+gSpz8uKRlYG/QDx68NwDUh+Nq4d3hs3jznd9DVttb8ne0sEFbk9YxuaQMPpL9avi3+sHrfdaUORBsjsTbykMAdzp1QoO4tE7vG6o5gqiB/UqzP++fEBRwYjjv27FXe+8m7a9m3usm1YP2sMVm6rw69XfWgpHVH0+9I3pZJVCEKk/KXM4DFM6RPkH14NalotAmHm+rD62VKlRgGwXTkqyGVq3R6IC02g4eUIZxCZzUVPJtIAmb2J1zcdw9xl2xCNwvcNAdmjQkcxVRDvRNuyoqr2iwp4xilQevu2sbre0shkaVEuBvcpEU4VKi3Kk/ZZzXZyZASPquTEEyXzYlDT7DVl9fow+9mM1hhMu/BU2/09v2aqiHB7IC40azS8HuEMGjO56PHM5DdmypVMxYn8QvKfsOXZipTZBoDKj/ZZGpmcPfksZEUjnnyvXpS/VCEnnkgVZq6pVNdHS6uGyup6vLplNyqr66WsjUu3xmDBqh1Cr5GpbdEDnykDe2Jovy6Bud7dHogLTaChwghn0BgtKO9UkA3A/g3aSjDj5EJf8o8wdBSt5U2b+7ydCrJjpW0Bb75Xr8pf+rXQB5FsZgb9kq8P2QV4AHsbh8YLa3/P7QGj0KROqTgV7vaO2k68l9H0YqoyeFbyG41yJdNhGhwBxudO8RcLDMeVl3p4dOYlX8OtmiZ8Tejt29B+XbBwzc6Mz790YA9cOehUDEkxiud2/rLT5S/TCXL6BIWTlb5AugXSuuu+aFPjX8+pAjx2Nw7V28NBvTqjsro+dNe22wveI5qmZQwAGxsbUVxcjIaGBhQVFUl5Yy/oJz2Q+ot1c5TKbv1iM42FV7vbygxu4l9rx2eHsHBNdca/eXjaQEwZ2NPS+6nMr9ejV8ft1t4LTkp1DXcS2P9CF0Fb+zauvBQj5q/OOOCyftYYS4swnbpJG7Xdus4F2bg/bgdzSo9tSDjZ7QusqKrFT/773XZ7ZHUqyMYDSddfS6uGEfNXGwYEZtqaZK9u2Y1blm4x9Tfx7wsAN4zqg7+8U+t6v0glds8H0esxVIEG4F2nO/kYUkX5ogGPmc9g971UVFldj+mLNmZ83ovXDwnkjIZfr0evjluFa8BOp9zqppW6ksJszLvs7IRUBlUGXMwwCraslr8MM7Yh4SOjHTQqM53qNZy8T4u+diplxXmYfG4Znly7K1D9Iqvs3JtEr8fQpE7pvJ4Kt1tm18xUZFB3t1UxDY7UpMI1YGdww2r9el2XwhxU/vSryDnpxHI8v5Zu9LrtJvIrGe1gujLTqV7DyQI8Vqte/mjs6bjpK6dh9C/XBK5fZJUbVcxCsxg8npeVBOzsOGt2t+Og7m4bhoW+JIfX14Dd3Vet5iJHvvjffZdVJAQZuvEVZVg/awxevH4IHp42EC9ePwTrZ41RNsjQBbUKDJGTZLSDZl/DyQI8VgrFRAAsfetTvFUTzH6RykIZaHjJTpRv9kK38l5OlKFzAivCkAgvy1qbHRiwc1yd8rMT/lvkOmCnnSgcZLSDZl/D6cpGRn0AI3r/qLK6Xuj53OpAntClTnnNTpRv9kI3+14qrF8xg6kUZETPO93x2SGh5ztR5lDGJqGix/Xo1ecj+kW6Aq+DE9xcsE6kKhmzC2Zfw43KRnofYONH9bj+9//A4eMtAn8lNnga1tK3TmCg4TI76wvMXuhm3supMnRO82KXVFJbqoDZiJPreWSMIopew6nK0Iad3wZOiJwiY12jlddwYz1YVjSCaCQiGGQAQ/t2xcubd3ONp4uYOuUyPco3iqk1GEf5ZqciRdcyALCd4kGkAqM1Eak4vZ5Hxigi1yNZY3dtjEx+SUel4JLRjlh9DTfWgwmnmBZkY0i/LmxTXcZAIw3VbhBWLnSRtQxeL5gVodpvYcQvxxlEZis0Ob2ex+zAgNG5w/VI5shYGyOLE7siE1khox2x+hpOrwcTHdS5dlgfZEUjbFNdxtQpA05Nu6crEQdkLq1mZSoy3VqGllYNG3Z+LnTsXi2O8ksKhF+OM6hEKzTdfNFpGH5aV8fz9UVylKdd+CW8tnUPavYdxoubPkFdY+pzx+gaBhDKnW3TkbE2Rga/pqNScMlY16ji2kiRcredCrJx85jTYv+t4ucIKl8GGk4v8HPyBiHjJmjlAkm1lsFMLjvgzeIov9ys/XKcQSYaCJ/evYNr63qMBgY6FWRDA7Bg1YeGf5t87iRfw8u31uJnr1Zhf9Ox2GMMbL2tNKZTYf8W8ien+zcy1jWqtjYy3aCO7oHLz273Par2OYLKd4GG06PGTt8gZN0E7V4gZnYb9mpxlF9u1n45zqBzsm67HckDAzX7mrBg1Y6Mf5fu3Ll/+TY8sXZXu7+pZWCrxHmgyqwK+Qtnxa0zGtTh9+c9X63RcGOBn9PrFVS4CZrJZfdycZQf1o4A/jnOoHO6brsd+sDApHN6YOlbnwr/XapzZ/nWPSmDjPi/CXPxBhXOAxVmVchfVCpg4Fd+3Yg06KQHGk4thnVrgZ/TNwgVboJmdhv2cnGUX27WfjnOoPNDhSarO33r505Lq4afvVqV8flhDmwznQcagAkVbTNMTgVjKgwokX/Y6d+wAEkibkSqHqmpU05O+7k1Fe3UDSI+73Lahadiwaodjm1ik4loh/fmi07Dj8ad4dmF6pebtV+OMwzcqNtuh9VgUz93Nu3aj/1Nxx19ryAwOg8iEUDTgKc21OCpDTWOpVXI2LeAwsNq/4apVuQH0gINpxfDujVq7MQNIlVj0KkgGwBw8PCJTkO6zpDMBWKiHd7hp3WNvYcXO+z65Wbtl+MMC5WriVgJNjsVZMfOHTPtW9gD2/jzYNW2OizeUIPkwV6nijW4sSsyBYeV/o1qBUi86COQP0gJNNxYDOvWqLHsG4RRY9DwRYDxo7FnoHfXgrQXpuxRC7MdY69GTfxys/bLcYaJqtVERMowJos/a0Tbty6FOQxs0XYeDO5Tgtv+sCXlvztZrEH12TVSh9n+jWoFSDizQulIWaPhxmJYN9c2yNrMRSTvculbn2DSOT0McwmdWCBmJpfd6wVqftlYxy/HSd5Kd+0ZOXD4eKzt1NvBTOZOqWBg+wUvizVwcSqJyNS/AYCSwmzUNTajsroeG6vrlSlA4nUfgdQnZUbDjbQmt0eNZaRf2F1X4uSohchomyqjJiqnwsTzy3GSt4yuvXT0tjO+HTSaEfmPUX1wyTlyOrJBSIfwuliDqrNrpA6RfSD2Nx3Hj17aAgDolJ8t9LpOr9Pyuo/gVfsUhHbRTVICDbfSmtyeirZ7g7B7g3N6AXymjrFKteD9crP2y3GSt/Rr7+kNuzB32fsZnx/fdhq1gyWF2bh3SgUuOaeHlGMMSjqE6H1n36GjeHXLbnYcyBNmBiAOHhErCOH0Oi0v+whetU9BaRfdJCXQcHMxrJ9Gje0GYG7NFBk1AF6PBBKJ8OvoUlY0gmuG98Hv1u8y3XY63Q6qttDUDpF1MdEIEgI+P3Yc/Hod0An6db1w9Q6hTT2NuFWAxKs+glftU5DaRTdJCTTcTmvyy6ixfoPLNDqx8aP6lDcHr8umev3+RJn4fXTJTtvpVDvodTqEbCJpKW5Vo3KK368DSrTkjRrLf+tmARIv+ghOt09GAXvQ2kU3Sduwj4th28uKRnD3xPKMz3v4f3fglqVbMH3RRoyYvzq2eMrrzf28fn+idIKyCFG1tjOIO90bfcdG/QGZm8A6LSjXAbXZWF2fUPY+k+T1Gm62G170EZxsn1ZU1WLE/NWYvmhjuz5ZENtFt0jdsM9PaU1u6VyYY+r5ySNpXpZNZdlWUlXQRpdUajuDmjKZ/B3vO3Q07foYN9egWRW064CAyo/2mXr+o988H9FIxJN2w4s+glPtU6a0qOuG93bkfcNA2oyGjtu/JzJ70iWPpHk92un1+/tJS6uGyup6vLplNyqr65UfCfWzII4u6W3npC8Wc7+2dY8n51GQUybj709dO+YK/Y3KHYcgXgck3mcqK87DkL5dPO1zud1HcKJ9EtmK4JUtu6W/b1hIndGg9qycdMkjaV6Pdnr9/n7AHGl3BXXUXYXzKCw73TsVULm5KDuo10GYDe3XBQvX7BR6rr4nT2V16nWebnGzj+BE+yQSsO9vOo6SwhwcaDoW6HbRCQw0HGZlJ2Bd/M3B6wXwXr+/yliJwn1BHHVX5TwKS8qkEx0WtwPFIF4HYTekbxd0KshOu04jEgEenX4+AGDE/NVKDHC51Udwon0SDcQvHdgDSzbUBLpddIL01ClKZGUnYB1vDuoTmXL1w4JSvwlaoQLVzqMwpEyma5utdBy8WJQdtOuA2s7LBy4/O+1zHp1+HqJRhKoIQHxqcnF+Dh69+jxp7ZNoX2tceWng20UncEbDBWZ3Ag7qFFwQ67yrtKlhmARt1F3F8ygMKZOyNoH1alF20K4DajO+ogy//db5mP2XbahrbD9bMa68FCPmrw5NEQCjmcK7J5ajc2GO7fbJzOxmVjQS+HZRNgYaLkm+adfsa8KCVTtS3hw0ANMuPBWvbd0TmJNYhdxzJzBH2juyOokqUPU8CkPKpIyAystAMUjXAZ2Q7rysrK5XbmDCKelSSme+0JZSOmVgT1vvYTZgD0O7KBMDDRcln5z9Szu2uzkUF7TVxI7fFdTvHXJVcs+dwBxpbwVl1J3nkbfsdhy8DhSDch1QIqPz0uvzzS1uzhQyYHcOAw0PtZ/lOIxfr/owUB3yoNd5D0uFHpUFYXSJ55G/qRAoBuE6IDEqnG9ucHumkAG7M7gY3GPxtfOXvvWJMotBZQl6nXfZC0opnJw+j7jHi7O4KJvcFJbzzYuZG+4FJx8DDUUEtUO+clud0PP8PMUbhgo95DynzqMVVbUYMX81pi/aiFuWbsH0RRsxYv7qwFWl8RIHHMhNYTnfwjJzE3RMnVJEEHMuW1o1/HnLHqHn+r2hsDvlGsSKXGSe7Kl7J9dH8ZxNxBxvcpPR+Vacn41rh/fGuPJST45LZrvAlNJgYKChCL9E7mYakU279mN/07GMr1lSmB2IhsJqjnRQK3KRNbJy7Z1cH8VzNjXmeJOb9PNt4eqdWLJhFw4eOY6DR45jwaodWPrWp65fj2baBZG+BMs3BwMDDUX4IXI327kQnX25bGDP0DYUQa7IpYqwjrw7tZCS52x6XJRNblq5rU6JIjJm2gUzfQnOFPofAw1FqB65W+lciM6+jPVoitdrQa/IpYIwj7w7kY7pxjkbhsAwDJ+RnKfKPcTMcazcVme6L+GXmUJe16kx0FCIqpG71cbMD7M0XlJxN+ggCfvIuxPpmE6fs2EIDMPwGckdqtxDRI9jY3W95cBI9ZlCXtfGWHVKMeMryrB+1hi8eP0QPDxtIF68fgjWzxrj6YlqtSJWWCpjWBXEAgCqyBQcA/4sF22GEyUwnTxn9cAwua3RA8MgVMkKw2ck96hyDxF9/cqP9gWyuiav6/QYaChItTrOdhozln415pcCAH4U1HLRZjgR6Dt1zoYhMAzDZyR3qXIPEX99sbbGT4NrvK4zY6BBGdltzFScpVFBWDZd8oIqI31ekx3oO3XOhiEwDMNnJHepcg8RPQ7R1Cc/Da7xus6MazQoIxlrLVTPr/SC6gUA/EyVkT4VyFxI6dQ5G4bAMAyfkdylyj1E9DiG9O0SuHWbvK4z44wGZcS1Fs5hapkzVBnpU4XMdEwnzlkrgWFLq4bK6nq8umU3KqvrlU9NYPBLTlDlHiJyHEHsS/C6zowzGiRE1YpYQeCX0n1+ospIX1DJPmfNzpr6scILq/CRU1S5h4gcR9D6EryuM4tompZxGKixsRHFxcVoaGhAUVGRG8dFimKdaO/59Xr04rhldEh5zrtDr9wCpA4M9VFRo7LFyc9TkehndBrbEPJakNpVVa5rt4lejww0iHzGr9ejV8dt54bm1Mh5kG6yMmX6vltaNYyYv9pw8aU+erh+1hhlv08VZmPYhhDJpcJ17TbR65GpU0QUaFYLETi14V8Yb0iiMqVeqLJBmR2qpLkQkTy8ro0x0AgBjp4SmZOpNnq6HWzTCftu5SLSBYZBqfDCKnxEwcPrOjUGGgHH0VMi85wYOXcqeAkTVnghIifJGJjl4G4iBhoBxtFTImucGDkPQtqP11jhhYicImNgloO77XEfjYDKNHoKtI2eql57nsgLToycByXtx0tBrMNPRN7TB2aTB4P0gdkVVbWWX6O2oRk3PrcZD6/6MJR9LgYaAWVm9JSIEjmx4R/TfuRQZYMyIgoGGQOz6V5Dt2DVDgx/YLVQ0BIkTJ3ymFO5fBw9JbLOiQ3/mPYjDyu8EJEsMtJaM72Grq4xfKnrDDQ85GQunyqjp1wURX4lewdb7lYuFyu8EJEMMgZmzQ7ahqnwBwMNjzi9UFuF0VMuiiK/kz1yLjt4ISIie2QMzJoZtA1b4Q8GGh5wo8yl16OnrHhFQSF75JxpP0RE6pAxMJvpNVIJS+o6F4N7wK2F2l4tmmTFK6L09OBlysCeGNqvC4MMIiKPyKhmF/8aosJS+IMzGh5wc6G2F6On3C+AiIiI/EJGWqv+GrP/8h7qGo8aPi9shT8YaHjAjYXaXi7CZsUrIiIi8hMZA7P6ayxcvRMLVn3Y7t/DWPiDgYYHnF6o7fUibFUqXhHRCawAR0SUnow1eVnRCG4Zezr6l3Zg4Q8w0PCEkwu1VViErULFKyI6wevBByJyDwcV1MDCH20YaHjEiTKXblSzEuF1xSsiOkGFwQcicgcHFdTC/X4YaHhKdrSr0iJs7hdA5D1VBh+IyHkcVCAVMdDwmMxoV7VF2Jw2JPKWSoMPROQcDiqQqhhoOMzNXEkVF2Fz2pDIO6oNPhCRMzioQKpioOEgt3MluQibiOKpOPhARPJxUIFUxZ3BHaLnSiaPMOi5kiuqaqW/p4zdLYkoOPTBB6MrPoK2wQ8OPhD5GwcVSFUMNByQKVcSaMuVbGlN9Qx79EXYpcWJjUlpcR4XghGFDAcfxLW0aqisrserW3ajsrrekfaZyCkcVCBVMXXKAV7nSnIRNhHpWAEuM5YEJb9jWXlSFQMNB6iQK8lF2ESk4+CDMZYEpaDgoII53NjQHQw0HMBcSSJSDQcf2mNJUAoaDiqI4Syme7hGwwHMlSQiUp+ZNFciv9AHFaYM7Imh/bowyEjiRbGeMGOg4QAuwCQiUp8Kaa5E5B4vi/WEFQMNh7D6ExGR2pjmShQunMV0H9doOMhvuZJcGEVEYcJNTonChbOY7mOgIUG6DrpfFmByYRQRhQ1LghKFC2cx3cdAw6YgdNBZ3pGIwoolQYnCg7OY7mOgYUMQOugs70hEYee3NFcisoazmO7jYnCLglK5gAujiIhYEpQoLFisx12c0bDITAdd5TUaXBhFREREYcJZTPcw0LAoKB10LowiIiKisPFLsR6/Y6BhkcwOupdlZbkwish7LC1NRCQX21U1MNCwSFYH3euqVVwYReQtr9sAIqKgYbuqDi4Gt0jvoAMnOuQ60Q66XrUqea2HXrVqRVWtxCM2xoVRRN5QpQ0gIgoKtqtq4YyGDXbqr6tWVpYLo4jcpVobQETkd2xX1cNAwyarHXQVq1ZxYRSRe1RsA4iI/IztqnoYaEhgpYMelKpVRGQN2wAiIrnYrqqHazQ8wrKyROHGNoCISC62q+phoOERvWqVUYJVBG0VElhWliiY2AYQEcnFdlU9DDQ8IqNqFRH5F9sAIiK52K6qh4GGh1hWlijc2AYQEcnFdlUtXAzuMZaVJQo3tgFERHKxXVUHAw0FsKwsUbixDSAikovtqhqYOkVERERERNIx0CAiIiIiIumEUqc0rW0z98bGRkcPhogy069D/br0C7YjRGpgG0JEdom2I0KBxqFDhwAAp556qs3DIiJZDh06hOLiYq8PQxjbESK1sA0hIrsytSMRTWBIo7W1FXv27EHHjh0RiXDFPpGXNE3DoUOH0KNHD0Sj/sl+ZDtCpAa2IURkl2g7IhRoEBERERERmeGfoQwiIiIiIvINBhpERERERCQdAw0iIiIiIpKOgQYREREREUnHQIOIiIiIiKRjoEFERERERNIx0CAiIiIiIun+P3TRg2y0lirAAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1000x300 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "generator = TSPGenerator(num_loc=100, loc_distribution=\"normal\", loc_mean=0, loc_std=1)\n",
    "env.generator = generator\n",
    "\n",
    "fig, axs = plt.subplots(1, 3, figsize=(10, 3))\n",
    "td = env.generator(3) # generate 3 instances\n",
    "for i in range(3):\n",
    "    axs[i].scatter(td[\"locs\"][i][:, 0], td[\"locs\"][i][:, 1])\n",
    "    axs[i].set_xticks([]); axs[i].set_yticks([])\n",
    "fig.suptitle(\"TSP with 100 locations, normal distribution\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can pass a custom `loc_sampler` to the generator (we can make it ourselves!) to generate data from a custom distribution. In this case we use the mixture of three exemplar distributions in batch-level, i.e. Uniform, Cluster, Mixed following the setting in Bi et al. 2022 (https://arxiv.org/abs/2210.07686)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0.98, 'TSP with 200 locations, mixed distribution')"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x300 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "loc_sampler = Mix_Distribution(n_cluster=3)\n",
    "generator = TSPGenerator(num_loc=200, loc_sampler=loc_sampler)\n",
    "env.generator = generator\n",
    "\n",
    "fig, axs = plt.subplots(1, 3, figsize=(10, 3))\n",
    "td = env.generator(3) # generate 3 instances\n",
    "for i in range(3):\n",
    "    axs[i].scatter(td[\"locs\"][i][:, 0], td[\"locs\"][i][:, 1])\n",
    "    axs[i].set_xticks([]); axs[i].set_yticks([])\n",
    "fig.suptitle(\"TSP with 200 locations, mixed distribution\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Generating different distributions for MCP\n",
    "\n",
    "In here we visualize the different weight and size distributions for MCP by passing the distribution name, which is automatically parsed:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from rl4co.envs.graph import MCPEnv, MCPGenerator\n",
    "from matplotlib import pyplot as plt\n",
    "import torch\n",
    "from collections import Counter\n",
    "\n",
    "generator = MCPGenerator(size_distribution=\"uniform\", weight_distribution=\"uniform\")\n",
    "env = MCPEnv(generator=generator)\n",
    "data = env.generator(100)\n",
    "\n",
    "sizes = torch.count_nonzero(data[\"membership\"], dim=-1).flatten().tolist()\n",
    "size2cnt = Counter(sizes)\n",
    "weights = data[\"weights\"].flatten().tolist()\n",
    "weight2cnt = Counter(weights)\n",
    "\n",
    "# plot the size distributions and the weight distributions\n",
    "plt.figure()\n",
    "plt.bar(size2cnt.keys(), size2cnt.values())\n",
    "plt.title(\"Size distribution\")\n",
    "plt.xlabel(\"Size\")\n",
    "plt.ylabel(\"Probability\")\n",
    "plt.show()\n",
    "\n",
    "# Note: the size distributions are not perfectly uniform since there might be repeated items and are removed in post-processing\n",
    "\n",
    "plt.figure()\n",
    "plt.bar(weight2cnt.keys(), weight2cnt.values())\n",
    "plt.title(\"Weight distribution\")\n",
    "plt.xlabel(\"Weight\")\n",
    "plt.ylabel(\"Probability\")\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can also pass a custom `sampler` to generate data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from collections import Counter\n",
    "from torch.distributions import Normal\n",
    "\n",
    "size_sampler = Normal(10, 2)\n",
    "weight_sampler = Normal(5, 1)\n",
    "\n",
    "generator = MCPGenerator(size_sampler=size_sampler, weight_sampler=weight_sampler)\n",
    "env = MCPEnv(generator=generator)\n",
    "data = env.generator(100)\n",
    "\n",
    "sizes = torch.count_nonzero(data[\"membership\"], dim=-1).flatten().tolist()\n",
    "size2cnt = Counter(sizes)\n",
    "weights = data[\"weights\"].flatten().tolist()\n",
    "weight2cnt = Counter(weights)\n",
    "\n",
    "# plot the size distributions and the weight distributions\n",
    "plt.figure()\n",
    "plt.bar(size2cnt.keys(), size2cnt.values())\n",
    "plt.title(\"Size distribution\")\n",
    "plt.xlabel(\"Size\")\n",
    "plt.ylabel(\"Probability\")\n",
    "plt.show()\n",
    "\n",
    "plt.figure()\n",
    "plt.bar(weight2cnt.keys(), weight2cnt.values())\n",
    "plt.title(\"Weight distribution\")\n",
    "plt.xlabel(\"Weight\")\n",
    "plt.ylabel(\"Probability\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Tl;dr: RL4CO allows for easily generating data for CO problems! 🚀"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "nipsreb",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
